Profiling Report

Dataset statistics

Number of variables	18
Number of observations	42
Missing cells	88
Missing cells (%)	11.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 KiB
Average record size in memory	147.0 B

Variable types

Text	1
Unsupported	1
Numeric	15
Categorical	1

Alerts

`Co2-Emissions per ton` is highly overall correlated with `GDP` and 1 other fields	High correlation
`GDP` is highly overall correlated with `Co2-Emissions per ton` and 1 other fields	High correlation
`Population` is highly overall correlated with `Co2-Emissions per ton` and 1 other fields	High correlation
`Infant mortality` is highly overall correlated with `GDP per capita` and 2 other fields	High correlation
`Minimum wage` is highly overall correlated with `Unemployment rate` and 2 other fields	High correlation
`Unemployment rate` is highly overall correlated with `Minimum wage` and 2 other fields	High correlation
`Population: Labor force participation (%)` is highly overall correlated with `Minimum wage` and 2 other fields	High correlation
`temperature` is highly overall correlated with `ideal temperature?`	High correlation
`GDP per capita` is highly overall correlated with `Infant mortality` and 4 other fields	High correlation
`Human Development Index (2021)` is highly overall correlated with `Infant mortality` and 2 other fields	High correlation
`Prevalence of moderate or severe food insecurity in the total population (percent) (2022)` is highly overall correlated with `Infant mortality` and 3 other fields	High correlation
`ideal temperature?` is highly overall correlated with `temperature`	High correlation
`Country Code` has 42 (100.0%) missing values	Missing
`Agricultural Land( %)` has 2 (4.8%) missing values	Missing
`Co2-Emissions per ton` has 1 (2.4%) missing values	Missing
`CPI` has 1 (2.4%) missing values	Missing
`Infant mortality` has 1 (2.4%) missing values	Missing
`Minimum wage` has 10 (23.8%) missing values	Missing
`Unemployment rate` has 2 (4.8%) missing values	Missing
`Population: Labor force participation (%)` has 2 (4.8%) missing values	Missing
`temperature` has 13 (31.0%) missing values	Missing
`ideal temperature?` has 12 (28.6%) missing values	Missing
`Gini's index` has 2 (4.8%) missing values	Missing
`Country` has unique values	Unique
`GDP` has unique values	Unique
`Population` has unique values	Unique
`GDP per capita` has unique values	Unique
`Country Code` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-11-17 04:23:26.879545
Analysis finished	2023-11-17 04:23:45.926454
Duration	19.05 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

Country
Text

UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	464.0 B

Length

Max length	32
Median length	13
Mean length	9.4285714
Min length	4

Characters and Unicode

Total characters	396
Distinct characters	43
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	42 ?
Unique (%)	100.0%

Sample

1st row	Algeria
2nd row	Angola
3rd row	Benin
4th row	Botswana
5th row	Burkina Faso

Value	Count	Frequency (%)
republic	3	5.0%
the	3	5.0%
of	2	3.3%
sudan	2	3.3%
congo	2	3.3%
south	2	3.3%
botswana	1	1.7%
burkina	1	1.7%
faso	1	1.7%
cape	1	1.7%
Other values (42)	42	70.0%

Most occurring characters

Value	Count	Frequency (%)
a	51	12.9%
i	39	9.8%
e	31	7.8%
o	27	6.8%
n	25	6.3%
	18	4.5%
r	17	4.3%
u	17	4.3%
t	14	3.5%
b	12	3.0%
Other values (33)	145	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	321	81.1%
Uppercase Letter	56	14.1%
Space Separator	18	4.5%
Dash Punctuation	1	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	51	15.9%
i	39	12.1%
e	31	9.7%
o	27	8.4%
n	25	7.8%
r	17	5.3%
u	17	5.3%
t	14	4.4%
b	12	3.7%
s	11	3.4%
Other values (14)	77	24.0%

Uppercase Letter

Value	Count	Frequency (%)
S	8	14.3%
C	6	10.7%
M	5	8.9%
T	5	8.9%
L	4	7.1%
G	4	7.1%
B	4	7.1%
A	4	7.1%
R	3	5.4%
E	3	5.4%
Other values (7)	10	17.9%

Space Separator

Value	Count	Frequency (%)
	18	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	377	95.2%
Common	19	4.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	51	13.5%
i	39	10.3%
e	31	8.2%
o	27	7.2%
n	25	6.6%
r	17	4.5%
u	17	4.5%
t	14	3.7%
b	12	3.2%
s	11	2.9%
Other values (31)	133	35.3%

Common

Value	Count	Frequency (%)
	18	94.7%
-	1	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	51	12.9%
i	39	9.8%
e	31	7.8%
o	27	6.8%
n	25	6.3%
	18	4.5%
r	17	4.3%
u	17	4.3%
t	14	3.5%
b	12	3.0%
Other values (33)	145	36.6%

Country Code
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	42
Missing (%)	100.0%
Memory size	464.0 B

Agricultural Land( %)
Real number (ℝ)

MISSING

Distinct	40
Distinct (%)	100.0%
Missing	2
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.443375

Minimum	0.034
Maximum	0.798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.034
5-th percentile	0.0798
Q1	0.305
median	0.452
Q3	0.61925
95-th percentile	0.7361
Maximum	0.798
Range	0.764
Interquartile range (IQR)	0.31425

Descriptive statistics

Standard deviation	0.21835876
Coefficient of variation (CV)	0.49249227
Kurtosis	-0.88676363
Mean	0.443375
Median Absolute Deviation (MAD)	0.1635
Skewness	-0.24832681
Sum	17.735
Variance	0.047680548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.174	1	2.4%
0.461	1	2.4%
0.614	1	2.4%
0.385	1	2.4%
0.424	1	2.4%
0.635	1	2.4%
0.471	1	2.4%
0.361	1	2.4%
0.507	1	2.4%
0.034	1	2.4%
Other values (30)	30	71.4%
(Missing)	2	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.034	1	2.4%
0.038	1	2.4%
0.082	1	2.4%
0.087	1	2.4%
0.116	1	2.4%
0.174	1	2.4%
0.196	1	2.4%
0.206	1	2.4%
0.28	1	2.4%
0.287	1	2.4%

Value	Count	Frequency (%)
0.798	1	2.4%
0.776	1	2.4%
0.734	1	2.4%
0.719	1	2.4%
0.715	1	2.4%
0.712	1	2.4%
0.702	1	2.4%
0.69	1	2.4%
0.648	1	2.4%
0.635	1	2.4%

Co2-Emissions per ton
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	41
Distinct (%)	100.0%
Missing	1
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	28020.902

Minimum	121
Maximum	476644
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	121
5-th percentile	293
Q1	1386
median	3905
Q3	10983
95-th percentile	150006
Maximum	476644
Range	476523
Interquartile range (IQR)	9597

Descriptive statistics

Standard deviation	83777.232
Coefficient of variation (CV)	2.9898121
Kurtosis	21.944087
Mean	28020.902
Median Absolute Deviation (MAD)	3300
Skewness	4.5125849
Sum	1148857
Variance	7.0186246 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
150006	1	2.4%
605	1	2.4%
1298	1	2.4%
2739	1	2.4%
4349	1	2.4%
7943	1	2.4%
4228	1	2.4%
2017	1	2.4%
121	1	2.4%
10902	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
121	1	2.4%
202	1	2.4%
293	1	2.4%
297	1	2.4%
532	1	2.4%
543	1	2.4%
605	1	2.4%
620	1	2.4%
1093	1	2.4%
1298	1	2.4%

Value	Count	Frequency (%)
476644	1	2.4%
238560	1	2.4%
150006	1	2.4%
50564	1	2.4%
34693	1	2.4%
29937	1	2.4%
20000	1	2.4%
16670	1	2.4%
14870	1	2.4%
11973	1	2.4%

CPI
Real number (ℝ)

MISSING

Distinct	41
Distinct (%)	100.0%
Missing	1
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	303.45512

Minimum	103.62
Maximum	4583.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	103.62
5-th percentile	106.58
Q1	120.25
median	155.33
Q3	187.43
95-th percentile	418.34
Maximum	4583.71
Range	4480.09
Interquartile range (IQR)	67.18

Descriptive statistics

Standard deviation	712.25598
Coefficient of variation (CV)	2.3471542
Kurtosis	34.780779
Mean	303.45512
Median Absolute Deviation (MAD)	35.08
Skewness	5.7750475
Sum	12441.66
Variance	507308.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
151.36	1	2.4%
129.96	1	2.4%
418.34	1	2.4%
135.02	1	2.4%
129.91	1	2.4%
182.31	1	2.4%
157.97	1	2.4%
109.32	1	2.4%
185.09	1	2.4%
109.25	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103.62	1	2.4%
105.51	1	2.4%
106.58	1	2.4%
109.25	1	2.4%
109.32	1	2.4%
110.5	1	2.4%
110.71	1	2.4%
111.65	1	2.4%
113.3	1	2.4%
118.65	1	2.4%

Value	Count	Frequency (%)
4583.71	1	2.4%
1344.19	1	2.4%
418.34	1	2.4%
288.57	1	2.4%
268.36	1	2.4%
262.95	1	2.4%
261.73	1	2.4%
234.16	1	2.4%
223.13	1	2.4%
212.31	1	2.4%

GDP
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9169697 × 10¹⁰

Minimum	4.290166 × 10⁸
Maximum	3.5143165 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	4.290166 × 10⁸
5-th percentile	1.3583121 × 10⁹
Q1	3.8288468 × 10⁹
median	1.4132175 × 10¹⁰
Q3	3.7667158 × 10¹⁰
95-th percentile	1.6629421 × 10¹¹
Maximum	3.5143165 × 10¹¹
Range	3.5100263 × 10¹¹
Interquartile range (IQR)	3.3838311 × 10¹⁰

Descriptive statistics

Standard deviation	7.3250921 × 10¹⁰
Coefficient of variation (CV)	1.8700916
Kurtosis	11.194184
Mean	3.9169697 × 10¹⁰
Median Absolute Deviation (MAD)	1.0937558 × 10¹⁰
Skewness	3.2952655
Sum	1.6451273 × 10¹²
Variance	5.3656974 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1.699882364 × 10¹¹	1	2.4%
1698843063	1	2.4%
7666704427	1	2.4%
7593752450	1	2.4%
1.418044456 × 10¹⁰	1	2.4%
1.493415993 × 10¹⁰	1	2.4%
1.236652772 × 10¹⁰	1	2.4%
1.292814512 × 10¹⁰	1	2.4%
429016605	1	2.4%
2.357808405 × 10¹⁰	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
429016605	1	2.4%
1185728677	1	2.4%
1340389411	1	2.4%
1698843063	1	2.4%
1763819048	1	2.4%
1981845741	1	2.4%
2220307369	1	2.4%
2460072444	1	2.4%
3070518100	1	2.4%
3318716359	1	2.4%

Value	Count	Frequency (%)
3.514316492 × 10¹¹	1	2.4%
3.031751276 × 10¹¹	1	2.4%
1.699882364 × 10¹¹	1	2.4%
9.61076624 × 10¹⁰	1	2.4%
9.463541587 × 10¹⁰	1	2.4%
6.698363422 × 10¹⁰	1	2.4%
6.317706818 × 10¹⁰	1	2.4%
5.207625095 × 10¹⁰	1	2.4%
4.73196242 × 10¹⁰	1	2.4%
3.879770992 × 10¹⁰	1	2.4%

Population
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21634658

Minimum	97625
Maximum	1.1207873 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	97625
5-th percentile	501990.9
Q1	2384412
median	11747935
Q3	29516854
95-th percentile	85378952
Maximum	1.1207873 × 10⁸
Range	1.119811 × 10⁸
Interquartile range (IQR)	27132442

Descriptive statistics

Standard deviation	27138514
Coefficient of variation (CV)	1.2543999
Kurtosis	3.5468401
Mean	21634658
Median Absolute Deviation (MAD)	10154618
Skewness	1.9280443
Sum	9.0865565 × 10⁸
Variance	7.3649892 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
43053054	1	2.4%
97625	1	2.4%
18628747	1	2.4%
4525696	1	2.4%
1265711	1	2.4%
30366036	1	2.4%
2494530	1	2.4%
23310715	1	2.4%
215056	1	2.4%
16296364	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
97625	1	2.4%
215056	1	2.4%
483628	1	2.4%
850886	1	2.4%
973560	1	2.4%
1093238	1	2.4%
1265711	1	2.4%
1920922	1	2.4%
2125268	1	2.4%
2346179	1	2.4%

Value	Count	Frequency (%)
112078730	1	2.4%
100388073	1	2.4%
86790567	1	2.4%
58558270	1	2.4%
58005463	1	2.4%
44269594	1	2.4%
43053054	1	2.4%
42813238	1	2.4%
31825295	1	2.4%
30792608	1	2.4%

Infant mortality
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	97.6%
Missing	1
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	41.62439

Minimum	10.2
Maximum	84.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	10.2
5-th percentile	13.6
Q1	30
median	39.1
Q3	51.6
95-th percentile	68.2
Maximum	84.5
Range	74.3
Interquartile range (IQR)	21.6

Descriptive statistics

Standard deviation	18.039371
Coefficient of variation (CV)	0.43338462
Kurtosis	-0.28253343
Mean	41.62439
Median Absolute Deviation (MAD)	12.2
Skewness	0.23423945
Sum	1706.6
Variance	325.41889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
54	2	4.8%
20.1	1	2.4%
12.4	1	2.4%
35.3	1	2.4%
51.5	1	2.4%
13.6	1	2.4%
29	1	2.4%
48	1	2.4%
24.4	1	2.4%
31.8	1	2.4%
Other values (30)	30	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.2	1	2.4%
12.4	1	2.4%
13.6	1	2.4%
14.6	1	2.4%
16.7	1	2.4%
18.1	1	2.4%
20.1	1	2.4%
24.4	1	2.4%
28.5	1	2.4%
29	1	2.4%

Value	Count	Frequency (%)
84.5	1	2.4%
78.5	1	2.4%
68.2	1	2.4%
65.7	1	2.4%
64.9	1	2.4%
63.7	1	2.4%
60.5	1	2.4%
54	2	4.8%
53.5	1	2.4%
51.6	1	2.4%

Minimum wage
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	27
Distinct (%)	84.4%
Missing	10
Missing (%)	23.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.4721875

Minimum	0.01
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.01
5-th percentile	0.1065
Q1	0.2325
median	0.345
Q3	0.54
95-th percentile	1.3685
Maximum	2
Range	1.99
Interquartile range (IQR)	0.3075

Descriptive statistics

Standard deviation	0.44487573
Coefficient of variation (CV)	0.94215906
Kurtosis	6.2833161
Mean	0.4721875
Median Absolute Deviation (MAD)	0.15
Skewness	2.4136806
Sum	15.11
Variance	0.19791442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0.41	2	4.8%
0.29	2	4.8%
0.34	2	4.8%
0.27	2	4.8%
0.71	2	4.8%
0.21	1	2.4%
0.01	1	2.4%
0.47	1	2.4%
0.09	1	2.4%
0.57	1	2.4%
Other values (17)	17	40.5%
(Missing)	10	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	2.4%
0.09	1	2.4%
0.12	1	2.4%
0.13	1	2.4%
0.16	1	2.4%
0.17	1	2.4%
0.18	1	2.4%
0.21	1	2.4%
0.24	1	2.4%
0.27	2	4.8%

Value	Count	Frequency (%)
2	1	2.4%
1.88	1	2.4%
0.95	1	2.4%
0.88	1	2.4%
0.71	2	4.8%
0.68	1	2.4%
0.57	1	2.4%
0.53	1	2.4%
0.47	1	2.4%
0.41	2	4.8%

Unemployment rate
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	100.0%
Missing	2
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.0844825

Minimum	0.0047
Maximum	0.2818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.0047
5-th percentile	0.01836
Q1	0.03345
median	0.0643
Q3	0.11835
95-th percentile	0.20427
Maximum	0.2818
Range	0.2771
Interquartile range (IQR)	0.0849

Descriptive statistics

Standard deviation	0.066654316
Coefficient of variation (CV)	0.78897187
Kurtosis	0.8445553
Mean	0.0844825
Median Absolute Deviation (MAD)	0.0408
Skewness	1.1459795
Sum	3.3793
Variance	0.0044427979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.117	1	2.4%
0.066	1	2.4%
0.0565	1	2.4%
0.0955	1	2.4%
0.0667	1	2.4%
0.0324	1	2.4%
0.2027	1	2.4%
0.0047	1	2.4%
0.1337	1	2.4%
0.0443	1	2.4%
Other values (30)	30	71.4%
(Missing)	2	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0047	1	2.4%
0.0176	1	2.4%
0.0184	1	2.4%
0.0198	1	2.4%
0.0204	1	2.4%
0.0208	1	2.4%
0.0223	1	2.4%
0.0247	1	2.4%
0.0281	1	2.4%
0.0324	1	2.4%

Value	Count	Frequency (%)
0.2818	1	2.4%
0.2341	1	2.4%
0.2027	1	2.4%
0.1856	1	2.4%
0.1819	1	2.4%
0.1653	1	2.4%
0.1602	1	2.4%
0.1337	1	2.4%
0.1225	1	2.4%
0.1224	1	2.4%

Population: Labor force participation (%)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	38
Distinct (%)	95.0%
Missing	2
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.650575

Minimum	0.412
Maximum	0.861
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.412
5-th percentile	0.4558
Q1	0.57875
median	0.6785
Q3	0.74975
95-th percentile	0.83115
Maximum	0.861
Range	0.449
Interquartile range (IQR)	0.171

Descriptive statistics

Standard deviation	0.12363965
Coefficient of variation (CV)	0.19004673
Kurtosis	-0.90074004
Mean	0.650575
Median Absolute Deviation (MAD)	0.0865
Skewness	-0.34695756
Sum	26.023
Variance	0.015286763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0.72	3	7.1%
0.412	1	2.4%
0.579	1	2.4%
0.459	1	2.4%
0.583	1	2.4%
0.781	1	2.4%
0.595	1	2.4%
0.578	1	2.4%
0.457	1	2.4%
0.56	1	2.4%
Other values (28)	28	66.7%
(Missing)	2	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.412	1	2.4%
0.433	1	2.4%
0.457	1	2.4%
0.459	1	2.4%
0.461	1	2.4%
0.464	1	2.4%
0.484	1	2.4%
0.497	1	2.4%
0.56	1	2.4%
0.578	1	2.4%

Value	Count	Frequency (%)
0.861	1	2.4%
0.834	1	2.4%
0.831	1	2.4%
0.796	1	2.4%
0.781	1	2.4%
0.776	1	2.4%
0.775	1	2.4%
0.767	1	2.4%
0.763	1	2.4%
0.761	1	2.4%

temperature
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	13
Missing (%)	31.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.441379

Minimum	16.42
Maximum	31.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	16.42
5-th percentile	20.404
Q1	25.22
median	26.45
Q3	29.42
95-th percentile	31.208
Maximum	31.42
Range	15
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	3.478271
Coefficient of variation (CV)	0.13154651
Kurtosis	1.3590889
Mean	26.441379
Median Absolute Deviation (MAD)	1.45
Skewness	-0.82060137
Sum	766.8
Variance	12.098369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
26.3	1	2.4%
25	1	2.4%
26.75	1	2.4%
26.52	1	2.4%
21.37	1	2.4%
29.48	1	2.4%
23.49	1	2.4%
31.36	1	2.4%
19.76	1	2.4%
27.19	1	2.4%
Other values (19)	19	45.2%
(Missing)	13	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.42	1	2.4%
19.76	1	2.4%
21.37	1	2.4%
23.49	1	2.4%
23.5	1	2.4%
24.66	1	2.4%
25	1	2.4%
25.22	1	2.4%
25.35	1	2.4%
25.37	1	2.4%

Value	Count	Frequency (%)
31.42	1	2.4%
31.36	1	2.4%
30.98	1	2.4%
30.92	1	2.4%
30.78	1	2.4%
29.71	1	2.4%
29.48	1	2.4%
29.42	1	2.4%
27.83	1	2.4%
27.19	1	2.4%

ideal temperature?
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	6.7%
Missing	12
Missing (%)	28.6%
Memory size	464.0 B

1.0	22
0.0	8

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	22	52.4%
0.0	8	19.0%
(Missing)	12	28.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	22	73.3%
0.0	8	26.7%

Most occurring characters

Value	Count	Frequency (%)
0	38	42.2%
.	30	33.3%
1	22	24.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60	66.7%
Other Punctuation	30	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38	63.3%
1	22	36.7%

Other Punctuation

Value	Count	Frequency (%)
.	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	90	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38	42.2%
.	30	33.3%
1	22	24.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38	42.2%
.	30	33.3%
1	22	24.4%

Precipitation Depth (mm/year)
Real number (ℝ)

Distinct	40
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1021.6929

Minimum	18.1
Maximum	3200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	18.1
5-th percentile	89.15
Q1	435.75
median	955
Q3	1470.5
95-th percentile	2387.95
Maximum	3200
Range	3181.9
Interquartile range (IQR)	1034.75

Descriptive statistics

Standard deviation	740.14613
Coefficient of variation (CV)	0.72443115
Kurtosis	0.71373148
Mean	1021.6929
Median Absolute Deviation (MAD)	548.5
Skewness	0.86272206
Sum	42911.1
Variance	547816.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
900	2	4.8%
788	2	4.8%
89	1	2.4%
2330	1	2.4%
92	1	2.4%
2041	1	2.4%
1032	1	2.4%
285	1	2.4%
151	1	2.4%
3200	1	2.4%
Other values (30)	30	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.1	1	2.4%
56	1	2.4%
89	1	2.4%
92	1	2.4%
151	1	2.4%
207	1	2.4%
220	1	2.4%
228	1	2.4%
250	1	2.4%
285	1	2.4%

Value	Count	Frequency (%)
3200	1	2.4%
2526	1	2.4%
2391	1	2.4%
2330	1	2.4%
2041	1	2.4%
1651	1	2.4%
1646	1	2.4%
1604	1	2.4%
1577	1	2.4%
1543	1	2.4%

Gini's index
Real number (ℝ)

MISSING

Distinct	39
Distinct (%)	97.5%
Missing	2
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	42.2425

Minimum	27.6
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	27.6
5-th percentile	31.975
Q1	36.525
median	42.25
Q3	45.625
95-th percentile	56.06
Maximum	63
Range	35.4
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	8.0398969
Coefficient of variation (CV)	0.1903272
Kurtosis	0.13903558
Mean	42.2425
Median Absolute Deviation (MAD)	5.2
Skewness	0.59145102
Sum	1689.7
Variance	64.639942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
43	2	4.8%
27.6	1	2.4%
36.8	1	2.4%
50.5	1	2.4%
59.1	1	2.4%
37.3	1	2.4%
40.7	1	2.4%
38.3	1	2.4%
32.1	1	2.4%
35.7	1	2.4%
Other values (29)	29	69.0%
(Missing)	2	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27.6	1	2.4%
29.6	1	2.4%
32.1	1	2.4%
32.6	1	2.4%
32.8	1	2.4%
34.2	1	2.4%
34.8	1	2.4%
35	1	2.4%
35.3	1	2.4%
35.7	1	2.4%

Value	Count	Frequency (%)
63	1	2.4%
59.1	1	2.4%
55.9	1	2.4%
54.6	1	2.4%
53.3	1	2.4%
51.3	1	2.4%
50.5	1	2.4%
50.3	1	2.4%
48.9	1	2.4%
46.6	1	2.4%

GDP per capita
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2594.3281

Minimum	411.55234
Maximum	17401.722
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	411.55234
5-th percentile	469.1023
Q1	711.16197
median	1342.4329
Q3	3243.1636
95-th percentile	7810.5115
Maximum	17401.722
Range	16990.169
Interquartile range (IQR)	2532.0016

Descriptive statistics

Standard deviation	3309.8885
Coefficient of variation (CV)	1.2758173
Kurtosis	9.8089339
Mean	2594.3281
Median Absolute Deviation (MAD)	792.52427
Skewness	2.8776158
Sum	108961.78
Variance	10955362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
3948.343279	1	2.4%
17401.72152	1	2.4%
411.5523404	1	2.4%
1677.919253	1	2.4%
11203.54058	1	2.4%
491.8047231	1	2.4%
4957.458006	1	2.4%
554.6009687	1	2.4%
1994.906466	1	2.4%
1446.830965	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
411.5523404	1	2.4%
441.5056034	1	2.4%
467.9074407	1	2.4%
491.8047231	1	2.4%
504.4625434	1	2.4%
522.2198092	1	2.4%
545.2162123	1	2.4%
554.6009687	1	2.4%
621.8929536	1	2.4%
675.5422134	1	2.4%

Value	Count	Frequency (%)
17401.72152	1	2.4%
11203.54058	1	2.4%
7817.183083	1	2.4%
7683.750611	1	2.4%
6001.400814	1	2.4%
4957.458006	1	2.4%
4097.87221	1	2.4%
3948.343279	1	2.4%
3467.958805	1	2.4%
3408.846254	1	2.4%

Human Development Index (2021)
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5622619

Minimum	0.385
Maximum	0.802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.385
5-th percentile	0.4061
Q1	0.48675
median	0.532
Q3	0.61725
95-th percentile	0.7443
Maximum	0.802
Range	0.417
Interquartile range (IQR)	0.1305

Descriptive statistics

Standard deviation	0.10664531
Coefficient of variation (CV)	0.18967195
Kurtosis	-0.37237658
Mean	0.5622619
Median Absolute Deviation (MAD)	0.0545
Skewness	0.62532182
Sum	23.615
Variance	0.011373222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.525	2	4.8%
0.479	2	4.8%
0.731	2	4.8%
0.745	1	2.4%
0.785	1	2.4%
0.556	1	2.4%
0.802	1	2.4%
0.446	1	2.4%
0.615	1	2.4%
0.4	1	2.4%
Other values (29)	29	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.385	1	2.4%
0.4	1	2.4%
0.404	1	2.4%
0.446	1	2.4%
0.449	1	2.4%
0.465	1	2.4%
0.477	1	2.4%
0.479	2	4.8%
0.481	1	2.4%
0.483	1	2.4%

Value	Count	Frequency (%)
0.802	1	2.4%
0.785	1	2.4%
0.745	1	2.4%
0.731	2	4.8%
0.718	1	2.4%
0.713	1	2.4%
0.693	1	2.4%
0.662	1	2.4%
0.632	1	2.4%
0.618	1	2.4%

Prevalence of moderate or severe food insecurity in the total population (percent) (2022)
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.821429

Minimum	18.5
Maximum	92.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	18.5
5-th percentile	23.025
Q1	52.95
median	63.5
Q3	78.475
95-th percentile	88.405
Maximum	92.2
Range	73.7
Interquartile range (IQR)	25.525

Descriptive statistics

Standard deviation	19.909374
Coefficient of variation (CV)	0.31692012
Kurtosis	-0.40334292
Mean	62.821429
Median Absolute Deviation (MAD)	13.7
Skewness	-0.64784884
Sum	2638.5
Variance	396.38319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
76.6	2	4.8%
22.6	1	2.4%
52.2	1	2.4%
83.8	1	2.4%
55.6	1	2.4%
35.1	1	2.4%
79.2	1	2.4%
60.1	1	2.4%
75.6	1	2.4%
58.8	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.5	1	2.4%
21.4	1	2.4%
22.6	1	2.4%
31.1	1	2.4%
31.6	1	2.4%
35.1	1	2.4%
41.2	1	2.4%
41.4	1	2.4%
43.1	1	2.4%
52	1	2.4%

Value	Count	Frequency (%)
92.2	1	2.4%
90.3	1	2.4%
88.6	1	2.4%
84.7	1	2.4%
84.6	1	2.4%
84.3	1	2.4%
83.8	1	2.4%
80.9	1	2.4%
79.9	1	2.4%
79.2	1	2.4%

Auto

Heatmap
Table

	Agricultural Land( %)	Co2-Emissions per ton	CPI	GDP	Population	Infant mortality	Minimum wage	Unemployment rate	Population: Labor force participation (%)	temperature	Precipitation Depth (mm/year)	Gini's index	GDP per capita	Human Development Index (2021)	Prevalence of moderate or severe food insecurity in the total population (percent) (2022)	ideal temperature?
Agricultural Land( %)	1.000	-0.094	0.086	-0.139	-0.060	0.129	-0.355	-0.041	0.054	-0.371	0.063	0.251	-0.128	-0.100	0.109	0.320
Co2-Emissions per ton	-0.094	1.000	0.134	0.924	0.696	-0.375	0.133	0.171	-0.046	-0.236	-0.425	0.152	0.313	0.415	-0.429	0.115
CPI	0.086	0.134	1.000	0.162	0.314	0.124	-0.274	0.132	0.110	-0.207	0.200	-0.006	-0.251	-0.097	0.123	0.000
GDP	-0.139	0.924	0.162	1.000	0.840	-0.280	-0.050	0.038	0.010	-0.199	-0.328	0.122	0.181	0.269	-0.315	0.182
Population	-0.060	0.696	0.314	0.840	1.000	0.040	-0.352	-0.300	0.238	-0.070	-0.133	0.032	-0.316	-0.143	-0.012	0.000
Infant mortality	0.129	-0.375	0.124	-0.280	0.040	1.000	-0.165	-0.407	0.331	0.293	0.311	0.022	-0.666	-0.772	0.689	0.000
Minimum wage	-0.355	0.133	-0.274	-0.050	-0.352	-0.165	1.000	0.565	-0.539	0.084	-0.258	-0.142	0.540	0.402	-0.301	0.166
Unemployment rate	-0.041	0.171	0.132	0.038	-0.300	-0.407	0.565	1.000	-0.585	-0.222	-0.490	0.215	0.605	0.486	-0.496	0.252
Population: Labor force participation (%)	0.054	-0.046	0.110	0.010	0.238	0.331	-0.539	-0.585	1.000	-0.174	0.395	0.298	-0.433	-0.374	0.524	0.234
temperature	-0.371	-0.236	-0.207	-0.199	-0.070	0.293	0.084	-0.222	-0.174	1.000	0.001	-0.261	-0.257	-0.374	0.111	0.861
Precipitation Depth (mm/year)	0.063	-0.425	0.200	-0.328	-0.133	0.311	-0.258	-0.490	0.395	0.001	1.000	-0.086	-0.329	-0.277	0.477	0.399
Gini's index	0.251	0.152	-0.006	0.122	0.032	0.022	-0.142	0.215	0.298	-0.261	-0.086	1.000	0.198	0.108	0.221	0.000
GDP per capita	-0.128	0.313	-0.251	0.181	-0.316	-0.666	0.540	0.605	-0.433	-0.257	-0.329	0.198	1.000	0.819	-0.623	0.135
Human Development Index (2021)	-0.100	0.415	-0.097	0.269	-0.143	-0.772	0.402	0.486	-0.374	-0.374	-0.277	0.108	0.819	1.000	-0.694	0.000
Prevalence of moderate or severe food insecurity in the total population (percent) (2022)	0.109	-0.429	0.123	-0.315	-0.012	0.689	-0.301	-0.496	0.524	0.111	0.477	0.221	-0.623	-0.694	1.000	0.143
ideal temperature?	0.320	0.115	0.000	0.182	0.000	0.000	0.166	0.252	0.234	0.861	0.399	0.000	0.135	0.000	0.143	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Country Code	Agricultural Land( %)	Co2-Emissions per ton	CPI	GDP	Population	Infant mortality	Minimum wage	Unemployment rate	Population: Labor force participation (%)	temperature	ideal temperature?	Precipitation Depth (mm/year)	Gini's index	GDP per capita	Human Development Index (2021)	Prevalence of moderate or severe food insecurity in the total population (percent) (2022)
0	Algeria	NaN	0.174	150006.0	151.36	169988236398	43053054	20.1	0.95	0.1170	0.412	26.30	1.0	89.0	27.6	3948.343279	0.745	22.6
1	Angola	NaN	0.475	34693.0	261.73	94635415870	31825295	51.6	0.71	0.0689	0.775	26.69	1.0	1010.0	51.3	2973.591160	0.586	79.9
2	Benin	NaN	0.333	6476.0	110.71	14390709095	11801151	60.5	0.39	0.0223	0.709	29.71	1.0	1039.0	37.9	1219.432672	0.525	75.5
3	Botswana	NaN	0.456	6340.0	149.75	18340510789	2346179	30.0	0.29	0.1819	0.708	26.06	1.0	416.0	53.3	7817.183083	0.693	60.0
4	Burkina Faso	NaN	0.442	3418.0	106.58	15745810235	20321378	49.0	0.34	0.0626	0.664	30.98	0.0	748.0	43.0	774.839690	0.449	59.8
5	Cape Verde	NaN	0.196	543.0	110.50	1981845741	483628	16.7	0.68	0.1225	0.605	NaN	NaN	228.0	42.4	4097.872210	0.662	41.2
6	Cameroon	NaN	0.206	8291.0	118.65	38760467033	25876380	50.6	0.35	0.0338	0.761	26.45	1.0	1604.0	46.6	1497.909176	0.576	63.4
7	Central African Republic	NaN	0.082	297.0	186.86	2220307369	4745185	84.5	0.37	0.0368	0.720	NaN	NaN	1343.0	43.0	467.907441	0.404	84.6
8	Comoros	NaN	0.715	202.0	103.62	1185728677	850886	51.3	0.71	0.0434	0.433	NaN	NaN	900.0	45.3	1393.522372	0.558	84.7
9	Republic of the Congo	NaN	0.311	3282.0	124.74	10820591131	5380508	36.2	0.88	0.0947	0.694	27.07	1.0	1646.0	48.9	2011.072399	0.479	90.3

	Country	Country Code	Agricultural Land( %)	Co2-Emissions per ton	CPI	GDP	Population	Infant mortality	Minimum wage	Unemployment rate	Population: Labor force participation (%)	temperature	ideal temperature?	Precipitation Depth (mm/year)	Gini's index	GDP per capita	Human Development Index (2021)	Prevalence of moderate or severe food insecurity in the total population (percent) (2022)
32	Sierra Leone	NaN	0.547	1093.0	234.16	3941474311	7813215	78.5	0.57	0.0443	0.579	NaN	NaN	2526.0	35.7	504.462543	0.477	92.2
33	South Africa	NaN	0.798	476644.0	158.93	351431649241	58558270	28.5	NaN	0.2818	0.560	19.76	0.0	495.0	63.0	6001.400814	0.713	21.4
34	South Sudan	NaN	NaN	1727.0	4583.71	11997800751	11062113	63.7	NaN	0.1224	0.724	NaN	NaN	900.0	44.1	1084.584903	0.385	88.6
35	Sudan	NaN	0.287	20000.0	1344.19	18902284476	42813238	42.1	0.41	0.1653	0.484	31.36	0.0	250.0	34.2	441.505603	0.508	52.0
36	Tanzania	NaN	0.448	11973.0	187.43	63177068175	58005463	37.6	0.09	0.0198	0.834	23.49	1.0	1071.0	40.5	1089.157209	0.549	60.9
37	Togo	NaN	0.702	3000.0	113.30	5459979417	8082366	47.4	0.34	0.0204	0.776	29.48	1.0	1168.0	42.5	675.542213	0.539	65.3
38	Tunisia	NaN	0.648	29937.0	155.33	38797709924	11694719	14.6	0.47	0.1602	0.461	21.37	1.0	207.0	32.8	3317.541014	0.731	31.6
39	Uganda	NaN	0.719	5680.0	173.87	34387229486	44269594	33.8	0.01	0.0184	0.703	26.52	1.0	1180.0	42.7	776.768576	0.525	76.6
40	Zambia	NaN	0.321	5141.0	212.31	23064722446	17861030	40.4	0.24	0.1143	0.746	26.75	1.0	1020.0	55.9	1291.343357	0.565	76.0
41	Zimbabwe	NaN	0.419	10983.0	105.51	21440758800	14645468	33.9	NaN	0.0495	0.831	25.37	1.0	657.0	50.3	1463.985910	0.593	77.8

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample